vioscaleAI
Comparison

Cohere Embed vs Mixedbread (mxbai)

No clear leader: Cohere Embed (65.3) and Mixedbread (mxbai) (64.2) are within the 5-point margin; treat as a tie. The attribute-by-attribute breakdown below, with a source and date on every value, is the honest way to compare them.

Cohere Embed full profile →Mixedbread (mxbai) full profile →
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Cohere Embed65
Mixedbread (mxbai)64
Score
vioscaleAI score
Cohere Embed65 / 100medium · 60%
Mixedbread (mxbai)64 / 100medium · 58%
Pricing
Free tier
Cohere Embed✓
Mixedbread (mxbai)✓
Model
Cohere Embedfreemium
Mixedbread (mxbai)freemium
Price level
Cohere Embedlow
Mixedbread (mxbai)mid
Starting price
Cohere Embed$0.10
Mixedbread (mxbai)$20
Transparent
Cohere Embed✓
Mixedbread (mxbai)✓
Integrations
Count
Cohere Embed–
Mixedbread (mxbai)3
Security
Certifications
Cohere EmbedSOC 2 Type II
Mixedbread (mxbai)SOC 2 Type II, ISO 27001
Disclosure policy
Cohere Embed✓
Mixedbread (mxbai)–
Gdpr
Cohere Embed✓
Mixedbread (mxbai)–
Iso27001
Cohere Embed–
Mixedbread (mxbai)✓
Soc2
Cohere Embed✓
Mixedbread (mxbai)✓
Trust center
Cohere Embedhttps://cohere.com/security
Mixedbread (mxbai)–
Market
Availability
Content
Faq
Cohere Embed6 items
Mixedbread (mxbai)7 items

Capabilities

Feature-by-feature on the axes that matter for embeddings apis. “-” means undocumented, not absent.

Capabilities
Architecture model
Cohere EmbedManaged cloud API
Mixedbread (mxbai)Hybrid
Matryoshka representation learning for dimension truncation
Cohere Embed-
Mixedbread (mxbai)-
Multilingual support across 100 plus languages
Cohere Embed✓
Mixedbread (mxbai)✓
Binary and scalar quantization for memory reduction
Cohere Embed-
Mixedbread (mxbai)-
Cross encoder reranker API offered
Cohere Embed-
Mixedbread (mxbai)✓
Late interaction architecture colbert v2
Cohere Embed-
Mixedbread (mxbai)✓
Massive context window greater than 8k tokens
Cohere Embed-
Mixedbread (mxbai)-
Multi modal image and text joint embeddings
Cohere Embed✓
Mixedbread (mxbai)✓
Task specific prefixes query vs document instructions
Cohere Embed-
Mixedbread (mxbai)-
Zero data retention training opt out enterprise
Cohere Embed✓
Mixedbread (mxbai)✓
SOC2 type ii
Cohere Embed✓
Mixedbread (mxbai)✓
Mit or apache permissive oss license
Cohere Embed-
Mixedbread (mxbai)-
Pricing model
Cohere EmbedPer million tokens API
Mixedbread (mxbai)Per million tokens API

What each one is

The product in its own terms, so the numbers below have context.

Cohere Embed

A family of embedding models designed to encode text into numerical vectors for retrieval, semantic search, and machine learning tasks across multiple languages and use cases.

Independently observed

Mixedbread (mxbai)

A managed platform that processes and indexes documents, images, audio, and video content, providing semantic search with optional reranking through an API. Pricing is usage-based with optional monthly credit allowances.

Independently observed

Pricing

List pricing as published by each vendor, with the date we read it. Always verify at the source before you buy.

Cohere Embed

from $0.10/operationUsage-basedFree tier

Free test tier; production on consumption basis

  • TestFree
    • Rate-limited API access
  • ProductionPay-as-you-go; billed at month-end or when $250 balance reached
    • Production API keys
    • Scalable usage
as of verify ↗

Mixedbread (mxbai)

from $20/moHybridFree tier

From $20/month plus per-token API usage. Free tier available with $5 credits.

  • StarterFree
    • $5 one-time credits
    • 3 workspace users
    • 10 stores
    • 100 requests/minute
    • Community Slack support
  • Scale$20/month plus usage-based pricing
    • $20/month in included credits
    • Unlimited workspace users
    • 10,000 stores
    • 1,200 queries/min, 360 ingestion/min
    • Automatic backups
    • +1 more
  • EnterpriseContact sales
    • Volume-based discounts
    • Unlimited stores
    • Custom rate limits & SLA
    • Automatic backups with point-in-time recovery
    • Dedicated support team
as of verify ↗

Platform & deployment

Where each product runs and how it can be hosted. A dash means undocumented, not unsupported.

Platforms
Web
Cohere Embed✓
Mixedbread (mxbai)✓
CLI
Cohere Embed✓
Mixedbread (mxbai)✗
Deployment
Cloud / SaaS
Cohere Embed✓
Mixedbread (mxbai)✓
Self-hosted
Cohere Embed✓
Mixedbread (mxbai)✗
On-premise
Cohere Embed✓
Mixedbread (mxbai)✗
Hybrid
Cohere Embed✓
Mixedbread (mxbai)✓

Integrations

What each product connects to. Counts come from the vendor's own integration directory where one exists.

Cohere Embed

Not documented yet.

Mixedbread (mxbai)

3 total
  • Vercel
  • Google Drive
  • Slack
Independently observed
Still deciding?

Cohere Embed or Mixedbread (mxbai): which one depends on you

A composite score cannot know your constraints. Describe them and both get re-weighted against what you actually need, with the evidence behind every position.

Free to run, no account needed to start. How the evaluation works

Comparison generated from independently-sourced facts. Every value links to its source and retrieval date. See the method.